{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Visual Original Spectrogram"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from nlpaug.util.audio.loader import AudioLoader\n",
    "from nlpaug.util.audio.visualizer import AudioVisualizer\n",
    "\n",
    "path = 'Yamaha-V50-Rock-Beat-120bpm.wav'\n",
    "\n",
    "data = AudioLoader.load_mel_spectrogram(path, n_mels=128)\n",
    "AudioVisualizer.spectrogram('Original', data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import nlpaug.augmenter.spectrogram as nas\n",
    "import nlpaug.flow as naf"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Frequency Masking"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "aug = nas.FrequencyMaskingAug(zone=(0, 1))\n",
    "\n",
    "aug_data = aug.substitute(data)\n",
    "AudioVisualizer.spectrogram('Frequency Masking', aug_data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Time Masking"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "aug = nas.TimeMaskingAug(zone=(0, 1))\n",
    "\n",
    "aug_data = aug.substitute(data)\n",
    "AudioVisualizer.spectrogram('Time Masking', aug_data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Loudness"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "aug = nas.LoudnessAug()\n",
    "\n",
    "aug_data = aug.substitute(data)\n",
    "AudioVisualizer.spectrogram('Loudness', aug_data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Combine Frequency Masking, Time Masking"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import nlpaug.flow as naf\n",
    "\n",
    "flow = naf.Sequential([\n",
    "    nas.FrequencyMaskingAug(), \n",
    "    nas.TimeMaskingAug(), \n",
    "])\n",
    "aug_data = flow.augment(data)\n",
    "AudioVisualizer.spectrogram('Combine Frequency Masking and Time Masking', aug_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
